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20 search results found

Synthetic data generation for tabular data

Ydata Synthetic ⭐ 1,201

Synthetic data generators for tabular and time-series data

Ctgan ⭐ 1,066

Conditional GAN for generating synthetic tabular data.

Thisrepositorydoesnotexist ⭐ 577

A curated list of awesome projects which use Machine Learning to generate synthetic content.

Recurrent (conditional) generative adversarial networks for generating real-valued time series data.

Doppelganger ⭐ 259

[IMC 2020 (Best Paper Finalist)] Using GANs for Sharing Networked Time Series Data: Challenges, Initial Promise, and Open Questions

Benchmarking synthetic data generation methods.

Generative adversarial training for generating synthetic tabular data.

Fast Rir ⭐ 122

This is the official implementation of our neural-network-based fast diffuse room impulse response generator (FAST-RIR) for generating room impulse responses (RIRs) for a given acoustic environment.

Learning from Synthetic Data: Addressing Domain Shift for Semantic Segmentation

medigan - A Python Library of Pretrained Generative Models for Medical Image Synthesis

Deepecho ⭐ 75

Synthetic Data Generation for mixed-type, multivariate time series.

Generative modeling of synthetic time series data and time series augmentations

Netshare ⭐ 59

(SIGCOMM '22) Practical GAN-based Synthetic IP Header Trace Generation using NetShare

Kinetic Gan ⭐ 45

Code for the paper "Generative Adversarial Graph Convolutional Networks for Human Action Synthesis", WACV 2022

Main folder. Material related to my books on synthetic data and generative AI. Also contains documents blending components from several folders, or covering topics spanning across multiple folders..

On The Generation And Evaluation Of Synthetic Tabular Data Using Gans ⭐ 34

Repository for the results of my master thesis, about the generation and evaluation of synthetic data using GANs

Augmenting Room Impulse Response

Awesome Synthetic Data ⭐ 28

📖 A curated list of resources dedicated to synthetic data

Mtss Gan ⭐ 27

MTSS-GAN: Multivariate Time Series Simulation with Generative Adversarial Networks (by @firmai)

Simple interface to synthesize complex and highly dimensional datasets using Gretel APIs.

Nbsynthetic ⭐ 25

nbsynthetic is simple and robust tabular synthetic data generation library for small and medium size datasets

Dp_cgans ⭐ 24

A library to generate synthetic tabular or RDF data using Conditional Generative Adversary Networks (GANs) combined with Differential Privacy techniques.

🔓 COR-GAN: Correlation-Capturing Convolutional Neural Networks for Generating Synthetic Healthcare Records

Repository for the ECCV 2020 paper: "Low Light Video Enhancement using Synthetic Data Produced with an Intermediate Domain Mapping"

Nist Crc 2023 ⭐ 15

NIST Collaborative Research Cycle on Synthetic Data. Learn about Synthetic Data week by week!

[AAAI 2022] RareGAN: Generating Samples for Rare Classes

Unlocking Information Creating Synthetic Data For Open Access ⭐ 12

Presentation material for my talk at Pycon DE 2023: Intro on synthetic tabular data including synthetic data generation, evaluation metrics and common problems of synthetic data generation projects.

Synthetic Data For Finance ⭐ 8

Material for QuantUniversity talk on Sythetic Data Generation for Finance.

Imbalanced Sequence Classification ⭐ 8

Methods for generating synthetic minority data for multivariate temporal data to improve classification accuracy.

Synthetic financial time series generation with regime clustering

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